Overview

Dataset info

Number of variables28
Number of observations6010
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory1.3 MiB
Average record size in memory224.0 B

Variables types

Numeric15
Categorical7
Boolean4
Date0
URL0
Text (Unique)0
Rejected2
Unsupported0

Warnings

ВОЗРАСТ.ЛЕТ is highly correlated with ВОЗРАСТ (ρ = 0.9996499462) Rejected
ДЕТИ has 1677 (27.9%) zeros Zeros
ДОХОД_СУПРУГИ(А) has 3331 (55.4%) zeros Zeros
ИЖДИВЕНЦЫ has 3194 (53.1%) zeros Zeros
СМЕНА_МЖ has 5325 (88.6%) zeros Zeros
СУММА_ВЫДАННОГО_КРЕДИТА is highly correlated with ЗАПРОШЕННАЯ_СУММА (ρ = 0.9672635145) Rejected

Variables

АВТО
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
0
5929
3
 
67
1
 
12
ValueCountFrequency (%) 
0 5929 98.7%
 
3 67 1.1%
 
1 12 0.2%
 
2 2 < 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

БРАК
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
1
3021
2
1701
3
1018
ValueCountFrequency (%) 
1 3021 50.3%
 
2 1701 28.3%
 
3 1018 16.9%
 
4 270 4.5%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

ВОЗРАСТ
Numeric

Distinct count4735
Unique (%)78.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean36.36620837
Minimum21.01369863
Maximum58.97534247
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum21.01369863
5-th percentile22.16287671
Q126.30273973
Median35.12876712
Q345.81232877
95-th percentile54.18780822
Maximum58.97534247
Range37.96164384
Interquartile range19.50958904

Descriptive statistics

Standard deviation10.73047741
Coef of variation0.2950672586
Kurtosis-1.21329137
Mean36.36620837
MAD9.430969435
Skewness0.2819565794
Sum218560.9123
Variance115.1431455
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[21.01369863 21.03972603 22.54520548 25.1 30.06986301 50.13561644 53.99726027 54.03972603 57.53561644 58.97534247], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
22.92328767 5 0.1%
 
26.80547945 5 0.1%
 
21.03013699 4 0.1%
 
22.61369863 4 0.1%
 
50.06575342 4 0.1%
 
24.64657534 4 0.1%
 
28.94246575 4 0.1%
 
24.56712329 4 0.1%
 
24.68493151 4 0.1%
 
24.00547945 4 0.1%
 
Other values (4725) 5968 99.3%
 

Minimum 5 values

ValueCountFrequency (%) 
21.01369863 2 < 0.1%
 
21.01643836 4 0.1%
 
21.01917808 2 < 0.1%
 
21.02191781 3 < 0.1%
 
21.02465753 2 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
58.97534247 1 < 0.1%
 
58.95068493 1 < 0.1%
 
58.89041096 1 < 0.1%
 
58.88767123 1 < 0.1%
 
58.77808219 1 < 0.1%
 

ВОЗРАСТ.ЛЕТ
Highly correlated

This variable is highly correlated with ВОЗРАСТ and should be ignored for analysis

Correlation0.9996499462

ГОРОД
Numeric

Distinct count31
Unique (%)0.5%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean14.181198
Minimum1
Maximum35
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile1
Q19
Median12
Q322
95-th percentile31
Maximum35
Range34
Interquartile range13

Descriptive statistics

Standard deviation9.181729485
Coef of variation0.6474579568
Kurtosis-0.7687431925
Mean14.181198
MAD7.620163898
Skewness0.3290469367
Sum85229
Variance84.30415633
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=31)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 2.5 5.5 6.5 ... 28. 29.5 31.5 34. 35. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
10 838 13.9%
 
1 836 13.9%
 
15 681 11.3%
 
22 575 9.6%
 
9 504 8.4%
 
27 486 8.1%
 
12 265 4.4%
 
20 184 3.1%
 
31 151 2.5%
 
19 150 2.5%
 
Other values (21) 1340 22.3%
 

Minimum 5 values

ValueCountFrequency (%) 
1 836 13.9%
 
2 110 1.8%
 
3 67 1.1%
 
4 57 0.9%
 
5 66 1.1%
 

Maximum 5 values

ValueCountFrequency (%) 
35 86 1.4%
 
33 61 1.0%
 
32 33 0.5%
 
31 151 2.5%
 
30 106 1.8%
 

ДЕТИ
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean1.158402662
Minimum0
Maximum4
Zeros (%)27.9%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median1
Q32
95-th percentile3
Maximum4
Range4
Interquartile range2

Descriptive statistics

Standard deviation0.9396147068
Coef of variation0.8111296162
Kurtosis-0.2746056889
Mean1.158402662
MAD0.7627018751
Skewness0.4617606862
Sum6962
Variance0.8828757972
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
1 2205 36.7%
 
2 1701 28.3%
 
0 1677 27.9%
 
3 353 5.9%
 
4 74 1.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 1677 27.9%
 
1 2205 36.7%
 
2 1701 28.3%
 
3 353 5.9%
 
4 74 1.2%
 

Maximum 5 values

ValueCountFrequency (%) 
4 74 1.2%
 
3 353 5.9%
 
2 1701 28.3%
 
1 2205 36.7%
 
0 1677 27.9%
 

ДЕФОЛТ60
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4796
1
1214
ValueCountFrequency (%) 
0 4796 79.8%
 
1 1214 20.2%
 

ДОЛЖНОСТЬ
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean4.893677205
Minimum1
Maximum6
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile4
Q15
Median5
Q35
95-th percentile5
Maximum6
Range5
Interquartile range0

Descriptive statistics

Standard deviation0.4964610545
Coef of variation0.1014494896
Kurtosis8.591522256
Mean4.893677205
MAD0.2549197815
Skewness-2.469737444
Sum29411
Variance0.2464735786
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[1. 3.5 4.5 5.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
5 5259 87.5%
 
4 306 5.1%
 
3 256 4.3%
 
6 187 3.1%
 
1 2 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
1 2 < 0.1%
 
3 256 4.3%
 
4 306 5.1%
 
5 5259 87.5%
 
6 187 3.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6 187 3.1%
 
5 5259 87.5%
 
4 306 5.1%
 
3 256 4.3%
 
1 2 < 0.1%
 

ДОХОД_НА_ОДНОГО_ЧЛЕНА_СЕМЬИ
Numeric

Distinct count470
Unique (%)7.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean10906.83073
Minimum0
Maximum93333
Zeros (%)0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile4500
Q17000
Median10000
Q313667
95-th percentile20000
Maximum93333
Range93333
Interquartile range6667

Descriptive statistics

Standard deviation5783.961152
Coef of variation0.5303063096
Kurtosis23.30473974
Mean10906.83073
MAD4207.867681
Skewness2.788538791
Sum65550052.67
Variance33454206.61
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 0. 2195.5 2916.5 3037.5 3225. ... 28166.5 29500. 31000. 35825. 93333. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
10000 463 7.7%
 
15000 352 5.9%
 
8000 236 3.9%
 
12000 216 3.6%
 
7000 214 3.6%
 
9000 199 3.3%
 
20000 197 3.3%
 
7500 189 3.1%
 
6000 183 3.0%
 
5000 180 3.0%
 
Other values (460) 3581 59.6%
 

Minimum 5 values

ValueCountFrequency (%) 
0 5 0.1%
 
1200 1 < 0.1%
 
1400 1 < 0.1%
 
1500 1 < 0.1%
 
2000 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
93333 1 < 0.1%
 
83333 1 < 0.1%
 
83000 1 < 0.1%
 
78300 1 < 0.1%
 
75000 1 < 0.1%
 

ДОХОД_СЕМЬИ_
Numeric

Distinct count290
Unique (%)4.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean21917.25973
Minimum3000
Maximum200000
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum3000
5-th percentile8000
Q114000
Median20000
Q328000
95-th percentile42000
Maximum200000
Range197000
Interquartile range14000

Descriptive statistics

Standard deviation11406.02287
Coef of variation0.5204128168
Kurtosis13.79882335
Mean21917.25973
MAD8527.692812
Skewness1.984930459
Sum131722731
Variance130097357.8
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 3000. 4750. 5750. 6100. 6900. ... 59500. 60500. 71650. 104000. 200000.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
20000 430 7.2%
 
15000 412 6.9%
 
25000 307 5.1%
 
30000 287 4.8%
 
10000 264 4.4%
 
18000 243 4.0%
 
12000 232 3.9%
 
22000 184 3.1%
 
17000 155 2.6%
 
16000 151 2.5%
 
Other values (280) 3345 55.7%
 

Minimum 5 values

ValueCountFrequency (%) 
3000 1 < 0.1%
 
3500 2 < 0.1%
 
4000 1 < 0.1%
 
4500 5 0.1%
 
5000 21 0.3%
 

Maximum 5 values

ValueCountFrequency (%) 
200000 1 < 0.1%
 
125000 1 < 0.1%
 
108000 1 < 0.1%
 
100000 2 < 0.1%
 
87000 1 < 0.1%
 

ДОХОД_СУПРУГИ(А)
Numeric

Distinct count109
Unique (%)1.8%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean5924.570715
Minimum0
Maximum200000
Zeros (%)55.4%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q310000
95-th percentile20000
Maximum200000
Range200000
Interquartile range10000

Descriptive statistics

Standard deviation8659.735327
Coef of variation1.461664607
Kurtosis44.74374932
Mean5924.570715
MAD6765.372369
Skewness3.316993181
Sum35606670
Variance74991015.93
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[0.00e+00 1.00e+02 1.65e+03 2.95e+03 3.05e+03 ... 2.55e+04 2.95e+04 3.10e+04 5.10e+04 2.00e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3331 55.4%
 
15000 362 6.0%
 
10000 325 5.4%
 
20000 226 3.8%
 
12000 200 3.3%
 
8000 166 2.8%
 
6000 129 2.1%
 
7000 121 2.0%
 
5000 113 1.9%
 
25000 90 1.5%
 
Other values (99) 947 15.8%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3331 55.4%
 
200 1 < 0.1%
 
900 2 < 0.1%
 
1000 1 < 0.1%
 
1500 4 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
200000 1 < 0.1%
 
80000 1 < 0.1%
 
60000 2 < 0.1%
 
52000 1 < 0.1%
 
50000 5 0.1%
 

ЗАГРАН
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
6005
1
 
5
ValueCountFrequency (%) 
0 6005 99.9%
 
1 5 0.1%
 

ЗАПРОШЕННАЯ_СУММА
Numeric

Distinct count74
Unique (%)1.2%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean36173.81864
Minimum5000
Maximum100000
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum5000
5-th percentile10000
Q120000
Median30000
Q350000
95-th percentile70000
Maximum100000
Range95000
Interquartile range30000

Descriptive statistics

Standard deviation19903.74279
Coef of variation0.5502250948
Kurtosis-0.9691906408
Mean36173.81864
MAD16723.98659
Skewness0.4748849439
Sum217404650
Variance396158977
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 5000. 5250. 5800. 6250. 6750. ... 64000. 67000. 69500. 85000. 100000.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
70000 976 16.2%
 
30000 746 12.4%
 
20000 656 10.9%
 
35000 652 10.8%
 
50000 643 10.7%
 
15000 430 7.2%
 
10000 351 5.8%
 
25000 312 5.2%
 
40000 256 4.3%
 
60000 220 3.7%
 
Other values (64) 768 12.8%
 

Minimum 5 values

ValueCountFrequency (%) 
5000 64 1.1%
 
5500 3 < 0.1%
 
5550 1 < 0.1%
 
5600 1 < 0.1%
 
6000 29 0.5%
 

Maximum 5 values

ValueCountFrequency (%) 
100000 1 < 0.1%
 
70000 976 16.2%
 
69000 1 < 0.1%
 
65000 26 0.4%
 
63000 2 < 0.1%
 

ИД
Numeric

Distinct count6010
Unique (%)100.0%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3038.494509
Minimum1
Maximum6046
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile327.45
Q11537.25
Median3039.5
Q34541.75
95-th percentile5744.55
Maximum6046
Range6045
Interquartile range3004.5

Descriptive statistics

Standard deviation1737.523719
Coef of variation0.5718370442
Kurtosis-1.195657555
Mean3038.494509
MAD1504.052082
Skewness-0.003152395263
Sum18261352
Variance3018988.673
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[1.000e+00 6.046e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
2047 1 < 0.1%
 
2732 1 < 0.1%
 
2720 1 < 0.1%
 
673 1 < 0.1%
 
4771 1 < 0.1%
 
2724 1 < 0.1%
 
677 1 < 0.1%
 
4775 1 < 0.1%
 
2728 1 < 0.1%
 
681 1 < 0.1%
 
Other values (6000) 6000 99.8%
 

Minimum 5 values

ValueCountFrequency (%) 
1 1 < 0.1%
 
3 1 < 0.1%
 
4 1 < 0.1%
 
5 1 < 0.1%
 
6 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
6046 1 < 0.1%
 
6045 1 < 0.1%
 
6044 1 < 0.1%
 
6043 1 < 0.1%
 
6042 1 < 0.1%
 

ИЖДИВЕНЦЫ
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.6153078203
Minimum0
Maximum4
Zeros (%)53.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q31
95-th percentile2
Maximum4
Range4
Interquartile range1

Descriptive statistics

Standard deviation0.7569054903
Coef of variation1.230124931
Kurtosis0.8670603811
Mean0.6153078203
MAD0.6540077132
Skewness1.09839851
Sum3698
Variance0.5729059212
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 3194 53.1%
 
1 2047 34.1%
 
2 671 11.2%
 
3 83 1.4%
 
4 15 0.2%
 

Minimum 5 values

ValueCountFrequency (%) 
0 3194 53.1%
 
1 2047 34.1%
 
2 671 11.2%
 
3 83 1.4%
 
4 15 0.2%
 

Maximum 5 values

ValueCountFrequency (%) 
4 15 0.2%
 
3 83 1.4%
 
2 671 11.2%
 
1 2047 34.1%
 
0 3194 53.1%
 

ИНОСТР.ЯЗЫК
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
4
4309
3
1318
2
 
257
ValueCountFrequency (%) 
4 4309 71.7%
 
3 1318 21.9%
 
2 257 4.3%
 
1 126 2.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

КРЕДИТЫ_ПОГАШЕНЫ
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
3536
1
2474
ValueCountFrequency (%) 
0 3536 58.8%
 
1 2474 41.2%
 

ОБРАЗОВАНИЕ
Categorical

Distinct count4
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
2
4614
3
1314
1
 
76
ValueCountFrequency (%) 
2 4614 76.8%
 
3 1314 21.9%
 
1 76 1.3%
 
4 6 0.1%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

ОТДЕЛЕНИЕ
Numeric

Distinct count146
Unique (%)2.4%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean137.2963394
Minimum3
Maximum257
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum3
5-th percentile16
Q178
Median151
Q3194
95-th percentile228
Maximum257
Range254
Interquartile range116

Descriptive statistics

Standard deviation69.15274194
Coef of variation0.5036750595
Kurtosis-1.07580895
Mean137.2963394
MAD58.91130866
Skewness-0.3856051086
Sum825151
Variance4782.101717
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 3. 15. 24.5 26. 27.5 ... 228.5 229.5 245. 253. 257. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
182 261 4.3%
 
79 169 2.8%
 
153 166 2.8%
 
143 153 2.5%
 
229 119 2.0%
 
226 117 1.9%
 
27 112 1.9%
 
194 106 1.8%
 
227 106 1.8%
 
39 95 1.6%
 
Other values (136) 4606 76.6%
 

Minimum 5 values

ValueCountFrequency (%) 
3 45 0.7%
 
7 80 1.3%
 
8 46 0.8%
 
10 32 0.5%
 
11 24 0.4%
 

Maximum 5 values

ValueCountFrequency (%) 
257 1 < 0.1%
 
249 16 0.3%
 
248 4 0.1%
 
247 2 < 0.1%
 
243 30 0.5%
 

ОТРАСЛЬ
Numeric

Distinct count42
Unique (%)0.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean23.38519135
Minimum1
Maximum42
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum1
5-th percentile3
Q114
Median27
Q332
95-th percentile37
Maximum42
Range41
Interquartile range18

Descriptive statistics

Standard deviation11.57298489
Coef of variation0.4948851913
Kurtosis-1.100049436
Mean23.38519135
MAD10.2393814
Skewness-0.4906600388
Sum140545
Variance133.9339794
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=42)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 4.5 5.5 6.5 ... 37.5 39.5 40.5 41.5 42. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
32 1489 24.8%
 
14 422 7.0%
 
7 421 7.0%
 
37 319 5.3%
 
1 261 4.3%
 
34 236 3.9%
 
5 226 3.8%
 
30 196 3.3%
 
25 182 3.0%
 
35 175 2.9%
 
Other values (32) 2083 34.7%
 

Minimum 5 values

ValueCountFrequency (%) 
1 261 4.3%
 
2 39 0.6%
 
3 33 0.5%
 
4 35 0.6%
 
5 226 3.8%
 

Maximum 5 values

ValueCountFrequency (%) 
42 90 1.5%
 
41 61 1.0%
 
40 15 0.2%
 
39 42 0.7%
 
38 40 0.7%
 

ПЕРВЫЙ_КРЕДИТ
Boolean

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
0
4196
1
1814
ValueCountFrequency (%) 
0 4196 69.8%
 
1 1814 30.2%
 

ПЕРСОНАЛЬНЫЙ_ДОХОД
Numeric

Distinct count160
Unique (%)2.7%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean13632.76223
Minimum3000
Maximum30000
Zeros (%)0.0%
Mini histogram

Quantile statistics

Minimum3000
5-th percentile6000
Q110000
Median12800
Q317000
95-th percentile25000
Maximum30000
Range27000
Interquartile range7000

Descriptive statistics

Standard deviation5599.93635
Coef of variation0.4107704848
Kurtosis0.3059729443
Mean13632.76223
MAD4489.286698
Skewness0.7776987872
Sum81932901
Variance31359287.12
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=50)
Histogram
Histogram with variable size bins (bins=[ 3000. 3850. 4050. 4400. 4550. ... 27250. 27750. 28050. 29500. 30000.], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
15000 819 13.6%
 
10000 653 10.9%
 
12000 529 8.8%
 
20000 462 7.7%
 
8000 372 6.2%
 
18000 273 4.5%
 
9000 270 4.5%
 
7000 218 3.6%
 
11000 208 3.5%
 
25000 201 3.3%
 
Other values (150) 2005 33.4%
 

Minimum 5 values

ValueCountFrequency (%) 
3000 6 0.1%
 
3200 1 < 0.1%
 
3400 1 < 0.1%
 
3500 4 0.1%
 
3600 1 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
30000 114 1.9%
 
29000 4 0.1%
 
28500 2 < 0.1%
 
28100 1 < 0.1%
 
28000 23 0.4%
 

ПОЛ
Categorical

Distinct count2
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
2
3769
1
2241
ValueCountFrequency (%) 
2 3769 62.7%
 
1 2241 37.3%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

РАБОТА_В_ОРГ
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
3
2850
2
1798
1
1362
ValueCountFrequency (%) 
3 2850 47.4%
 
2 1798 29.9%
 
1 1362 22.7%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

РАБОТА_ПО_НАПР
Categorical

Distinct count3
Unique (%)< 0.1%
Missing (%)0.0%
Missing (n)0
3
3077
1
2000
2
933
ValueCountFrequency (%) 
3 3077 51.2%
 
1 2000 33.3%
 
2 933 15.5%
 
Max length1
Mean length1
Min length1
Contains charsFalse
Contains digitsTrue
Contains spacesFalse
Contains non-wordsFalse

СМЕНА_МЖ
Numeric

Distinct count5
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean0.1264559068
Minimum0
Maximum4
Zeros (%)88.6%
Mini histogram

Quantile statistics

Minimum0
5-th percentile0
Q10
Median0
Q30
95-th percentile1
Maximum4
Range4
Interquartile range0

Descriptive statistics

Standard deviation0.3778466616
Coef of variation2.987971626
Kurtosis16.79485121
Mean0.1264559068
MAD0.2240857583
Skewness3.562443657
Sum760
Variance0.1427680997
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=5)
Histogram
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 4. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
0 5325 88.6%
 
1 629 10.5%
 
2 40 0.7%
 
3 13 0.2%
 
4 3 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 5325 88.6%
 
1 629 10.5%
 
2 40 0.7%
 
3 13 0.2%
 
4 3 < 0.1%
 

Maximum 5 values

ValueCountFrequency (%) 
4 3 < 0.1%
 
3 13 0.2%
 
2 40 0.7%
 
1 629 10.5%
 
0 5325 88.6%
 

СОБСТВЕННИК_ФАКТ.
Numeric

Distinct count7
Unique (%)0.1%
Missing (%)0.0%
Missing (n)0
Infinite (%)0.0%
Infinite (n)0
Mean3.250083195
Minimum0
Maximum6
Zeros (%)< 0.1%
Mini histogram

Quantile statistics

Minimum0
5-th percentile1
Q12
Median3
Q35
95-th percentile6
Maximum6
Range6
Interquartile range3

Descriptive statistics

Standard deviation1.57822199
Coef of variation0.4855943357
Kurtosis-1.142025801
Mean3.250083195
MAD1.340190753
Skewness-0.07335096741
Sum19533
Variance2.490784649
Memory size47.1 KiB
Histogram
Histogram with fixed size bins (bins=7)
Histogram
Histogram with variable size bins (bins=[0. 1.5 2.5 3.5 4.5 5.5 6. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
3 1441 24.0%
 
1 1359 22.6%
 
5 1251 20.8%
 
4 1109 18.5%
 
2 482 8.0%
 
6 366 6.1%
 
0 2 < 0.1%
 

Minimum 5 values

ValueCountFrequency (%) 
0 2 < 0.1%
 
1 1359 22.6%
 
2 482 8.0%
 
3 1441 24.0%
 
4 1109 18.5%
 

Maximum 5 values

ValueCountFrequency (%) 
6 366 6.1%
 
5 1251 20.8%
 
4 1109 18.5%
 
3 1441 24.0%
 
2 482 8.0%
 

СУММА_ВЫДАННОГО_КРЕДИТА
Highly correlated

This variable is highly correlated with ЗАПРОШЕННАЯ_СУММА and should be ignored for analysis

Correlation0.9672635145

Correlations

Missing values

Sample

First rows

АВТОБРАКВОЗРАСТВОЗРАСТ.ЛЕТГОРОДДЕТИДЕФОЛТ60ДОЛЖНОСТЬДОХОД_НА_ОДНОГО_ЧЛЕНА_СЕМЬИДОХОД_СЕМЬИ_ДОХОД_СУПРУГИ(А)ЗАГРАНЗАПРОШЕННАЯ_СУММАИДИЖДИВЕНЦЫИНОСТР.ЯЗЫККРЕДИТЫ_ПОГАШЕНЫОБРАЗОВАНИЕОТДЕЛЕНИЕОТРАСЛЬПЕРВЫЙ_КРЕДИТПЕРСОНАЛЬНЫЙ_ДОХОДПОЛРАБОТА_В_ОРГРАБОТА_ПО_НАПРСМЕНА_МЖСОБСТВЕННИК_ФАКТ.СУММА_ВЫДАННОГО_КРЕДИТА
03226.936986271000520000.02000000600001040227350200001320560000.0
13131.74246632122065500.022000120000500003240229111100002330450000.0
23123.1726032311135000.01500000300004131239320150001110330000.0
33224.42465824101520000.020000007000050402115140200001110370000.0
43228.65479529900510000.01000000150006030253320100002230115000.0
53457.671233581920613500.027000003500070302210321200002330335000.0
63352.65753453110510000.0100000050008021216235010000133015000.0
73128.547945292211412666.038000800007000091413143140300001130270000.0
81223.550685241200511000.011000002000010041279260110001210320000.0
92138.0164383871059000.027000120000500001112128320150001210170000.0

Last rows

АВТОБРАКВОЗРАСТВОЗРАСТ.ЛЕТГОРОДДЕТИДЕФОЛТ60ДОЛЖНОСТЬДОХОД_НА_ОДНОГО_ЧЛЕНА_СЕМЬИДОХОД_СЕМЬИ_ДОХОД_СУПРУГИ(А)ЗАГРАНЗАПРОШЕННАЯ_СУММАИДИЖДИВЕНЦЫИНОСТР.ЯЗЫККРЕДИТЫ_ПОГАШЕНЫОБРАЗОВАНИЕОТДЕЛЕНИЕОТРАСЛЬПЕРВЫЙ_КРЕДИТПЕРСОНАЛЬНЫЙ_ДОХОДПОЛРАБОТА_В_ОРГРАБОТА_ПО_НАПРСМЕНА_МЖСОБСТВЕННИК_ФАКТ.СУММА_ВЫДАННОГО_КРЕДИТА
60000226.86849327100520000.02000000300006037041337390200001211330000.0
60010126.545205271700515500.031000130000500006038021390320180002330550000.0
60020346.652055473521511000.01100000500006039040221750110002330450000.0
60030145.767123461220511000.0220001200001000060400402208350100002330210000.0
60040343.14794543192057625.03050000220006041140221132085002110522000.0
60050155.65753456121515000.03000015000040000604204023611150002210140000.0
60060326.906849271510512500.050000005000060431113226370180002210550000.0
60070341.9589044273054250.0850000100006044140286085002320510000.0
60080124.56712325351159333.0280001800007000060451412217320100002120370000.0
60090126.5561642731057300.022000120000300006046130256121100002330330000.0